Raport-2
Wojciech Duda
12 Grudnia 2018
- Bbiblioteki
- Ustawienie ziarna
- Wczytanie wstepnie przetworzonych danych
- Ograniczenie danych do najczęstszych
- Podsumowanie danych
- Korelacje miedzy zmiennymi
- Wykresy rozkładów liczby atomów oraz elektronów
- Największa niezgodność
- Rozklad wartosci kolumn ‘part’
- Przewidywanie liczby elektronów i atomów na podstawie innych kolumn
- Klasyfikator Bayesa na atrybucie res_name
Bbiblioteki
library(dplyr)
library(knitr)
library(corrplot)
library(ggplot2)
library(plotly)
library(e1071)Ustawienie ziarna
set.seed(1); Wczytanie wstepnie przetworzonych danych
Csv zostal przygotowany w ‘Raport-czytanie i czyszczenie’
#Data <- read.csv("MyData.csv", sep=',', comment.char="", na.strings='nan', header=TRUE)
Data <- read.csv("MyData.csv",nrow=250000, sep=',', comment.char="", na.strings='nan', header=TRUE)Załadowano 250000 wierszy, które mają 343 zmiennych.
Ograniczenie danych do najczęstszych
Wyselekcjonowanie 50 najczęstszych grup
Data[!duplicated(select(Data, pdb_code, res_name)),] %>% group_by(res_name) %>%summarise(count = n()) %>% arrange(desc(count)) %>% head(50) ->unikalne
Data%>%filter(res_name %in% unikalne$res_name ) -> Data
Data[, c(3:length(Data))] <- sapply(Data[, c(3:length(Data))], as.numeric)
print.data.frame(unikalne)## res_name count
## 1 SO4 5930
## 2 GOL 4976
## 3 CL 3656
## 4 ZN 3243
## 5 CA 2960
## 6 EDO 2862
## 7 MG 2249
## 8 NA 2058
## 9 NAG 2038
## 10 PO4 1681
## 11 ACT 1364
## 12 HEM 1349
## 13 PEG 752
## 14 K 691
## 15 FAD 664
## 16 MN 622
## 17 ADP 604
## 18 DMS 519
## 19 MES 477
## 20 NAD 447
## 21 MPD 425
## 22 NAP 414
## 23 MAN 404
## 24 TRS 401
## 25 PG4 377
## 26 ATP 365
## 27 FMN 329
## 28 CU 320
## 29 EPE 317
## 30 GDP 310
## 31 FMT 309
## 32 NI 307
## 33 BME 306
## 34 PGE 302
## 35 SEP 302
## 36 BMA 298
## 37 CIT 289
## 38 SAH 286
## 39 PLP 272
## 40 CD 270
## 41 ACE 268
## 42 IOD 266
## 43 ACY 252
## 44 ANP 248
## 45 TPO 244
## 46 FE 241
## 47 1PE 226
## 48 NDP 226
## 49 SF4 216
## 50 NO3 208Podsumowanie danych
kable(summary(Data))| pdb_code | res_name | local_res_atom_non_h_count | local_res_atom_non_h_electron_sum | dict_atom_non_h_count | dict_atom_non_h_electron_sum | local_volume | local_electrons | local_mean | local_std | local_min | local_max | local_max_over_std | local_skewness | local_cut_by_mainchain_volume | local_near_cut_count_C | local_near_cut_count_other | local_near_cut_count_S | local_near_cut_count_O | local_near_cut_count_N | part_00_shape_segments_count | part_00_density_segments_count | part_00_volume | part_00_electrons | part_00_mean | part_00_std | part_00_max | part_00_max_over_std | part_00_skewness | part_00_parts | part_00_shape_O3 | part_00_shape_O4 | part_00_shape_O5 | part_00_shape_FL | part_00_shape_O3_norm | part_00_shape_O4_norm | part_00_shape_O5_norm | part_00_shape_FL_norm | part_00_shape_I1 | part_00_shape_I2 | part_00_shape_I3 | part_00_shape_I4 | part_00_shape_I5 | part_00_shape_I6 | part_00_shape_I1_norm | part_00_shape_I2_norm | part_00_shape_I3_norm | part_00_shape_I4_norm | part_00_shape_I5_norm | part_00_shape_I6_norm | part_00_shape_M000 | part_00_shape_CI | part_00_shape_E3_E1 | part_00_shape_E2_E1 | part_00_shape_E3_E2 | part_00_shape_sqrt_E1 | part_00_shape_sqrt_E2 | part_00_shape_sqrt_E3 | part_00_density_O3 | part_00_density_O4 | part_00_density_O5 | part_00_density_FL | part_00_density_O3_norm | part_00_density_O4_norm | part_00_density_O5_norm | part_00_density_FL_norm | part_00_density_I1 | part_00_density_I2 | part_00_density_I3 | part_00_density_I4 | part_00_density_I5 | part_00_density_I6 | part_00_density_I1_norm | part_00_density_I2_norm | part_00_density_I3_norm | part_00_density_I4_norm | part_00_density_I5_norm | part_00_density_I6_norm | part_00_density_M000 | part_00_density_CI | part_00_density_E3_E1 | part_00_density_E2_E1 | part_00_density_E3_E2 | part_00_density_sqrt_E1 | part_00_density_sqrt_E2 | part_00_density_sqrt_E3 | part_00_shape_Z_7_3 | part_00_shape_Z_0_0 | part_00_shape_Z_7_0 | part_00_shape_Z_7_1 | part_00_shape_Z_3_0 | part_00_shape_Z_5_2 | part_00_shape_Z_6_1 | part_00_shape_Z_3_1 | part_00_shape_Z_6_0 | part_00_shape_Z_2_1 | part_00_shape_Z_6_3 | part_00_shape_Z_2_0 | part_00_shape_Z_6_2 | part_00_shape_Z_5_0 | part_00_shape_Z_5_1 | part_00_shape_Z_4_2 | part_00_shape_Z_1_0 | part_00_shape_Z_4_1 | part_00_shape_Z_7_2 | part_00_shape_Z_4_0 | part_00_density_Z_7_3 | part_00_density_Z_0_0 | part_00_density_Z_7_0 | part_00_density_Z_7_1 | part_00_density_Z_3_0 | part_00_density_Z_5_2 | part_00_density_Z_6_1 | part_00_density_Z_3_1 | part_00_density_Z_6_0 | part_00_density_Z_2_1 | part_00_density_Z_6_3 | part_00_density_Z_2_0 | part_00_density_Z_6_2 | part_00_density_Z_5_0 | part_00_density_Z_5_1 | part_00_density_Z_4_2 | part_00_density_Z_1_0 | part_00_density_Z_4_1 | part_00_density_Z_7_2 | part_00_density_Z_4_0 | part_01_shape_segments_count | part_01_density_segments_count | part_01_volume | part_01_electrons | part_01_mean | part_01_std | part_01_max | part_01_max_over_std | part_01_skewness | part_01_parts | part_01_shape_O3 | part_01_shape_O4 | part_01_shape_O5 | part_01_shape_FL | part_01_shape_O3_norm | part_01_shape_O4_norm | part_01_shape_O5_norm | part_01_shape_FL_norm | part_01_shape_I1 | part_01_shape_I2 | part_01_shape_I3 | part_01_shape_I4 | part_01_shape_I5 | part_01_shape_I6 | part_01_shape_I1_norm | part_01_shape_I2_norm | part_01_shape_I3_norm | part_01_shape_I4_norm | part_01_shape_I5_norm | part_01_shape_I6_norm | part_01_shape_M000 | part_01_shape_CI | part_01_shape_E3_E1 | part_01_shape_E2_E1 | part_01_shape_E3_E2 | part_01_shape_sqrt_E1 | part_01_shape_sqrt_E2 | part_01_shape_sqrt_E3 | part_01_density_O3 | part_01_density_O4 | part_01_density_O5 | part_01_density_FL | part_01_density_O3_norm | part_01_density_O4_norm | part_01_density_O5_norm | part_01_density_FL_norm | part_01_density_I1 | part_01_density_I2 | part_01_density_I3 | part_01_density_I4 | part_01_density_I5 | part_01_density_I6 | part_01_density_I1_norm | part_01_density_I2_norm | part_01_density_I3_norm | part_01_density_I4_norm | part_01_density_I5_norm | part_01_density_I6_norm | part_01_density_M000 | part_01_density_CI | part_01_density_E3_E1 | part_01_density_E2_E1 | part_01_density_E3_E2 | part_01_density_sqrt_E1 | part_01_density_sqrt_E2 | part_01_density_sqrt_E3 | part_01_shape_Z_7_3 | part_01_shape_Z_0_0 | part_01_shape_Z_7_0 | part_01_shape_Z_7_1 | part_01_shape_Z_3_0 | part_01_shape_Z_5_2 | part_01_shape_Z_6_1 | part_01_shape_Z_3_1 | part_01_shape_Z_6_0 | part_01_shape_Z_2_1 | part_01_shape_Z_6_3 | part_01_shape_Z_2_0 | part_01_shape_Z_6_2 | part_01_shape_Z_5_0 | part_01_shape_Z_5_1 | part_01_shape_Z_4_2 | part_01_shape_Z_1_0 | part_01_shape_Z_4_1 | part_01_shape_Z_7_2 | part_01_shape_Z_4_0 | part_01_density_Z_7_3 | part_01_density_Z_0_0 | part_01_density_Z_7_0 | part_01_density_Z_7_1 | part_01_density_Z_3_0 | part_01_density_Z_5_2 | part_01_density_Z_6_1 | part_01_density_Z_3_1 | part_01_density_Z_6_0 | part_01_density_Z_2_1 | part_01_density_Z_6_3 | part_01_density_Z_2_0 | part_01_density_Z_6_2 | part_01_density_Z_5_0 | part_01_density_Z_5_1 | part_01_density_Z_4_2 | part_01_density_Z_1_0 | part_01_density_Z_4_1 | part_01_density_Z_7_2 | part_01_density_Z_4_0 | part_02_shape_segments_count | part_02_density_segments_count | part_02_volume | part_02_electrons | part_02_mean | part_02_std | part_02_max | part_02_max_over_std | part_02_skewness | part_02_parts | part_02_shape_O3 | part_02_shape_O4 | part_02_shape_O5 | part_02_shape_FL | part_02_shape_O3_norm | part_02_shape_O4_norm | part_02_shape_O5_norm | part_02_shape_FL_norm | part_02_shape_I1 | part_02_shape_I2 | part_02_shape_I3 | part_02_shape_I4 | part_02_shape_I5 | part_02_shape_I6 | part_02_shape_I1_norm | part_02_shape_I2_norm | part_02_shape_I3_norm | part_02_shape_I4_norm | part_02_shape_I5_norm | part_02_shape_I6_norm | part_02_shape_M000 | part_02_shape_CI | part_02_shape_E3_E1 | part_02_shape_E2_E1 | part_02_shape_E3_E2 | part_02_shape_sqrt_E1 | part_02_shape_sqrt_E2 | part_02_shape_sqrt_E3 | part_02_density_O3 | part_02_density_O4 | part_02_density_O5 | part_02_density_FL | part_02_density_O3_norm | part_02_density_O4_norm | part_02_density_O5_norm | part_02_density_FL_norm | part_02_density_I1 | part_02_density_I2 | part_02_density_I3 | part_02_density_I4 | part_02_density_I5 | part_02_density_I6 | part_02_density_I1_norm | part_02_density_I2_norm | part_02_density_I3_norm | part_02_density_I4_norm | part_02_density_I5_norm | part_02_density_I6_norm | part_02_density_M000 | part_02_density_CI | part_02_density_E3_E1 | part_02_density_E2_E1 | part_02_density_E3_E2 | part_02_density_sqrt_E1 | part_02_density_sqrt_E2 | part_02_density_sqrt_E3 | part_02_shape_Z_7_3 | part_02_shape_Z_0_0 | part_02_shape_Z_7_0 | part_02_shape_Z_7_1 | part_02_shape_Z_3_0 | part_02_shape_Z_5_2 | part_02_shape_Z_6_1 | part_02_shape_Z_3_1 | part_02_shape_Z_6_0 | part_02_shape_Z_2_1 | part_02_shape_Z_6_3 | part_02_shape_Z_2_0 | part_02_shape_Z_6_2 | part_02_shape_Z_5_0 | part_02_shape_Z_5_1 | part_02_shape_Z_4_2 | part_02_shape_Z_1_0 | part_02_shape_Z_4_1 | part_02_shape_Z_7_2 | part_02_shape_Z_4_0 | part_02_density_Z_7_3 | part_02_density_Z_0_0 | part_02_density_Z_7_0 | part_02_density_Z_7_1 | part_02_density_Z_3_0 | part_02_density_Z_5_2 | part_02_density_Z_6_1 | part_02_density_Z_3_1 | part_02_density_Z_6_0 | part_02_density_Z_2_1 | part_02_density_Z_6_3 | part_02_density_Z_2_0 | part_02_density_Z_6_2 | part_02_density_Z_5_0 | part_02_density_Z_5_1 | part_02_density_Z_4_2 | part_02_density_Z_1_0 | part_02_density_Z_4_1 | part_02_density_Z_7_2 | part_02_density_Z_4_0 | resolution | FoFc_mean | FoFc_square_std | FoFc_min | FoFc_max | |
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| 4ji7 : 197 | SO4 :24367 | Min. : 1.000 | Min. : 6.00 | Min. : 1.00 | Min. : 5 | Min. : 49.25 | Min. : 0.0117 | Min. :0.0002377 | Min. :0.004555 | Min. :0 | Min. : 0.0395 | Min. : 2.848 | Min. :0.01182 | Min. : 0.0000 | Min. : 0.000 | Min. :0.00000 | Min. :0.0000 | Min. : 0.000 | Min. : 0.00 | Min. : 0.0 | Min. : 0.0 | Min. : 0.000 | Min. : 0.000 | Min. :0.0000 | Min. :0.00000 | Min. : 0.0000 | Min. : 0.000 | Min. : 1 | Min. : 0.000 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 3 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 3 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 3 | Min. : 4 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 3 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 3 | Min. : 4 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 4 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 3 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 3 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 0.0 | Min. : 0.0 | Min. : 0.000 | Min. : 0.000 | Min. :0.0000 | Min. :0.00000 | Min. : 0.0000 | Min. : 0.000 | Min. : 1 | Min. : 0.000 | Min. : 2 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 4 | Min. : 1 | Min. : 5 | Min. : 1 | Min. : 3 | Min. : 3 | Min. : 1 | Min. : 1 | Min. : 4 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 2 | Min. : 2 | Min. : 1 | Min. : 5 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 4 | Min. : 1 | Min. : 1 | Min. : 4 | Min. : 1 | Min. : 2 | Min. : 4 | Min. : 1 | Min. : 4 | Min. : 1 | Min. : 3 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 3 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 2 | Min. : 2 | Min. : 1 | Min. : 2 | Min. : 5 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 4 | Min. : 1 | Min. : 2 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 2 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 0.0 | Min. : 0.0 | Min. : 0.000 | Min. : 0.000 | Min. :0.0000 | Min. :0.00000 | Min. : 0.0000 | Min. : 0.000 | Min. : 1 | Min. : 0.000 | Min. : 2 | Min. : 3 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 2 | Min. : 3 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 2 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 4 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 3 | Min. : 14 | Min. : 2 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 2 | Min. : 4 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 4 | Min. : 3 | Min. : 2 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 3 | Min. : 14 | Min. : 2 | Min. : 2 | Min. : 1 | Min. : 2 | Min. : 4 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 3 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 3 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 1 | Min. : 3 | Min. : 2 | Min. : 1 | Min. : 2 | Min. : 1 | Min. : 2 | Min. : 3 | Min. : 2 | Min. :0.4801 | Min. :-1.123e-07 | Min. :0.0001508 | Min. :-7.48341 | Min. : 0.08806 | |
| 4ji8 : 172 | GOL :17584 | 1st Qu.: 1.000 | 1st Qu.: 28.00 | 1st Qu.: 1.00 | 1st Qu.:112 | 1st Qu.: 200.45 | 1st Qu.: 3.3265 | 1st Qu.:0.0124941 | 1st Qu.:0.070026 | 1st Qu.:0 | 1st Qu.: 0.5780 | 1st Qu.: 5.358 | 1st Qu.:0.12366 | 1st Qu.: 0.0000 | 1st Qu.: 0.000 | 1st Qu.:0.00000 | 1st Qu.:0.0000 | 1st Qu.: 0.000 | 1st Qu.: 0.00 | 1st Qu.: 3.0 | 1st Qu.: 3.0 | 1st Qu.: 6.392 | 1st Qu.: 3.310 | 1st Qu.:0.3714 | 1st Qu.:0.06709 | 1st Qu.: 0.5780 | 1st Qu.: 5.358 | 1st Qu.: 64782 | 1st Qu.: 1.000 | 1st Qu.: 61681 | 1st Qu.: 64238 | 1st Qu.: 62377 | 1st Qu.: 64305 | 1st Qu.: 49170 | 1st Qu.: 50071 | 1st Qu.: 53169 | 1st Qu.: 53791 | 1st Qu.: 62729 | 1st Qu.: 62322 | 1st Qu.: 62677 | 1st Qu.: 64362 | 1st Qu.: 64429 | 1st Qu.: 63005 | 1st Qu.: 49159 | 1st Qu.: 49919 | 1st Qu.: 48660 | 1st Qu.: 54350 | 1st Qu.: 61248 | 1st Qu.: 48809 | 1st Qu.: 6670 | 1st Qu.: 53995 | 1st Qu.: 81177 | 1st Qu.: 73728 | 1st Qu.: 79772 | 1st Qu.: 82470 | 1st Qu.: 64078 | 1st Qu.: 62962 | 1st Qu.: 62557 | 1st Qu.: 63841 | 1st Qu.: 62464 | 1st Qu.: 64106 | 1st Qu.: 47702 | 1st Qu.: 48236 | 1st Qu.: 49980 | 1st Qu.: 51906 | 1st Qu.: 61911 | 1st Qu.: 62430 | 1st Qu.: 62863 | 1st Qu.: 64019 | 1st Qu.: 64381 | 1st Qu.: 63653 | 1st Qu.: 47804 | 1st Qu.: 48391 | 1st Qu.: 47938 | 1st Qu.: 52728 | 1st Qu.: 58081 | 1st Qu.: 47585 | 1st Qu.: 59089 | 1st Qu.: 54265 | 1st Qu.: 81690 | 1st Qu.: 74112 | 1st Qu.: 80647 | 1st Qu.: 77304 | 1st Qu.: 62764 | 1st Qu.: 62319 | 1st Qu.: 62736 | 1st Qu.: 1138 | 1st Qu.: 61562 | 1st Qu.: 53452 | 1st Qu.: 59354 | 1st Qu.: 59435 | 1st Qu.: 53814 | 1st Qu.: 54365 | 1st Qu.: 60705 | 1st Qu.: 59104 | 1st Qu.: 65348 | 1st Qu.: 56087 | 1st Qu.: 61346 | 1st Qu.: 58384 | 1st Qu.: 55539 | 1st Qu.: 61535 | 1st Qu.: 83520 | 1st Qu.: 57777 | 1st Qu.: 59516 | 1st Qu.: 56647 | 1st Qu.: 55735 | 1st Qu.: 52593 | 1st Qu.: 67234 | 1st Qu.: 54403 | 1st Qu.: 68494 | 1st Qu.: 53806 | 1st Qu.: 55023 | 1st Qu.: 53545 | 1st Qu.: 62560 | 1st Qu.: 54722 | 1st Qu.: 56172 | 1st Qu.: 53307 | 1st Qu.: 55335 | 1st Qu.: 62313 | 1st Qu.: 53403 | 1st Qu.: 55649 | 1st Qu.: 83007 | 1st Qu.: 54344 | 1st Qu.: 54544 | 1st Qu.: 56838 | 1st Qu.: 3.0 | 1st Qu.: 3.0 | 1st Qu.: 4.048 | 1st Qu.: 2.262 | 1st Qu.:0.4069 | 1st Qu.:0.05493 | 1st Qu.: 0.5773 | 1st Qu.: 5.358 | 1st Qu.: 62705 | 1st Qu.: 1.000 | 1st Qu.: 61991 | 1st Qu.: 63856 | 1st Qu.: 62470 | 1st Qu.: 63948 | 1st Qu.: 49206 | 1st Qu.: 50234 | 1st Qu.: 54222 | 1st Qu.: 53928 | 1st Qu.: 62449 | 1st Qu.: 62592 | 1st Qu.: 62506 | 1st Qu.: 64140 | 1st Qu.: 64050 | 1st Qu.: 63663 | 1st Qu.: 49253 | 1st Qu.: 50089 | 1st Qu.: 48714 | 1st Qu.: 54095 | 1st Qu.: 62777 | 1st Qu.: 48866 | 1st Qu.: 6152 | 1st Qu.: 53549 | 1st Qu.: 80550 | 1st Qu.: 73391 | 1st Qu.: 81143 | 1st Qu.: 80096 | 1st Qu.: 64926 | 1st Qu.: 63476 | 1st Qu.: 62423 | 1st Qu.: 63796 | 1st Qu.: 62733 | 1st Qu.: 63755 | 1st Qu.: 47885 | 1st Qu.: 48374 | 1st Qu.: 49966 | 1st Qu.: 52555 | 1st Qu.: 61665 | 1st Qu.: 62719 | 1st Qu.: 63083 | 1st Qu.: 63854 | 1st Qu.: 63899 | 1st Qu.: 63998 | 1st Qu.: 47968 | 1st Qu.: 48510 | 1st Qu.: 48090 | 1st Qu.: 53300 | 1st Qu.: 58678 | 1st Qu.: 47763 | 1st Qu.: 59453 | 1st Qu.: 53725 | 1st Qu.: 81074 | 1st Qu.: 73902 | 1st Qu.: 81809 | 1st Qu.: 79276 | 1st Qu.: 62309 | 1st Qu.: 63162 | 1st Qu.: 59265 | 1st Qu.: 794 | 1st Qu.: 69071 | 1st Qu.: 52177 | 1st Qu.: 64144 | 1st Qu.: 55042 | 1st Qu.: 52151 | 1st Qu.: 52374 | 1st Qu.: 63765 | 1st Qu.: 55902 | 1st Qu.: 60371 | 1st Qu.: 53538 | 1st Qu.: 57018 | 1st Qu.: 62003 | 1st Qu.: 52917 | 1st Qu.: 57517 | 1st Qu.: 84964 | 1st Qu.: 54754 | 1st Qu.: 55806 | 1st Qu.: 58542 | 1st Qu.: 54360 | 1st Qu.: 52745 | 1st Qu.: 74614 | 1st Qu.: 55736 | 1st Qu.: 73040 | 1st Qu.: 52851 | 1st Qu.: 56980 | 1st Qu.: 54841 | 1st Qu.: 62827 | 1st Qu.: 52687 | 1st Qu.: 54419 | 1st Qu.: 53393 | 1st Qu.: 54474 | 1st Qu.: 68374 | 1st Qu.: 53780 | 1st Qu.: 53843 | 1st Qu.: 84461 | 1st Qu.: 53814 | 1st Qu.: 53804 | 1st Qu.: 58459 | 1st Qu.: 1.0 | 1st Qu.: 1.0 | 1st Qu.: 2.368 | 1st Qu.: 1.406 | 1st Qu.:0.4233 | 1st Qu.:0.04225 | 1st Qu.: 0.5635 | 1st Qu.: 5.358 | 1st Qu.: 48193 | 1st Qu.: 1.000 | 1st Qu.: 61487 | 1st Qu.: 62951 | 1st Qu.: 62212 | 1st Qu.: 63065 | 1st Qu.: 48262 | 1st Qu.: 49363 | 1st Qu.: 53142 | 1st Qu.: 52705 | 1st Qu.: 61576 | 1st Qu.: 62457 | 1st Qu.: 62517 | 1st Qu.: 62888 | 1st Qu.: 62771 | 1st Qu.: 63072 | 1st Qu.: 48581 | 1st Qu.: 49273 | 1st Qu.: 48065 | 1st Qu.: 53317 | 1st Qu.: 65382 | 1st Qu.: 48201 | 1st Qu.: 5783 | 1st Qu.: 52152 | 1st Qu.: 81592 | 1st Qu.: 74279 | 1st Qu.: 82320 | 1st Qu.: 78255 | 1st Qu.: 58828 | 1st Qu.: 61327 | 1st Qu.: 62416 | 1st Qu.: 62552 | 1st Qu.: 62472 | 1st Qu.: 62801 | 1st Qu.: 48016 | 1st Qu.: 48465 | 1st Qu.: 49853 | 1st Qu.: 51747 | 1st Qu.: 61048 | 1st Qu.: 62774 | 1st Qu.: 62654 | 1st Qu.: 62926 | 1st Qu.: 63199 | 1st Qu.: 62905 | 1st Qu.: 48131 | 1st Qu.: 48639 | 1st Qu.: 48267 | 1st Qu.: 52142 | 1st Qu.: 59545 | 1st Qu.: 47940 | 1st Qu.: 59149 | 1st Qu.: 52293 | 1st Qu.: 82092 | 1st Qu.: 74817 | 1st Qu.: 82708 | 1st Qu.: 77656 | 1st Qu.: 58516 | 1st Qu.: 61094 | 1st Qu.: 56835 | 1st Qu.: 693 | 1st Qu.: 79597 | 1st Qu.: 52830 | 1st Qu.: 72939 | 1st Qu.: 52570 | 1st Qu.: 51967 | 1st Qu.: 52209 | 1st Qu.: 63833 | 1st Qu.: 53165 | 1st Qu.: 56051 | 1st Qu.: 52513 | 1st Qu.: 53683 | 1st Qu.: 71203 | 1st Qu.: 52935 | 1st Qu.: 53868 | 1st Qu.: 85132 | 1st Qu.: 52805 | 1st Qu.: 53975 | 1st Qu.: 60413 | 1st Qu.: 54154 | 1st Qu.: 53496 | 1st Qu.: 80393 | 1st Qu.: 59089 | 1st Qu.: 77645 | 1st Qu.: 53050 | 1st Qu.: 58565 | 1st Qu.: 58172 | 1st Qu.: 59829 | 1st Qu.: 51762 | 1st Qu.: 53302 | 1st Qu.: 54076 | 1st Qu.: 54386 | 1st Qu.: 73623 | 1st Qu.: 56315 | 1st Qu.: 52791 | 1st Qu.: 84777 | 1st Qu.: 53871 | 1st Qu.: 54495 | 1st Qu.: 57539 | 1st Qu.:1.7963 | 1st Qu.:-5.158e-11 | 1st Qu.:0.0083730 | 1st Qu.:-0.85428 | 1st Qu.: 1.19132 | |
| 1w2z : 170 | EDO :13620 | Median : 5.000 | Median : 42.00 | Median :40.00 | Median :223 | Median : 297.00 | Median : 6.6659 | Median :0.0191020 | Median :0.100572 | Median :0 | Median : 0.9034 | Median : 7.301 | Median :0.17803 | Median : 0.0000 | Median : 2.000 | Median :0.00000 | Median :0.0000 | Median : 1.000 | Median : 1.00 | Median : 15.0 | Median : 15.0 | Median : 12.080 | Median : 6.617 | Median :0.5252 | Median :0.12596 | Median : 0.9034 | Median : 7.301 | Median :128011 | Median : 1.000 | Median :125212 | Median :128182 | Median :125031 | Median :125586 | Median :103498 | Median :104481 | Median :107719 | Median :111232 | Median :124736 | Median :124824 | Median :124907 | Median :125984 | Median :126082 | Median :124982 | Median :103923 | Median :104427 | Median :103928 | Median :115070 | Median :130443 | Median :103706 | Median :14415 | Median :124113 | Median :146745 | Median :139183 | Median :143089 | Median :135707 | Median :116444 | Median :119019 | Median :125955 | Median :127736 | Median :125324 | Median :126141 | Median :102971 | Median :103803 | Median :108439 | Median :110229 | Median :123950 | Median :124763 | Median :125592 | Median :126586 | Median :126512 | Median :125501 | Median :103476 | Median :104324 | Median :104485 | Median :112838 | Median :124902 | Median :103199 | Median :121384 | Median :124122 | Median :147616 | Median :140009 | Median :143724 | Median :134058 | Median :115053 | Median :118202 | Median :115640 | Median : 1980 | Median :137680 | Median :110042 | Median :128175 | Median :111492 | Median :107856 | Median :108081 | Median :128343 | Median :112028 | Median :117374 | Median :109403 | Median :113088 | Median :130511 | Median :109728 | Median :114664 | Median :143911 | Median :111027 | Median :111813 | Median :122395 | Median :109858 | Median :107371 | Median :138780 | Median :128114 | Median :137588 | Median :109355 | Median :114763 | Median :124938 | Median :127966 | Median :106652 | Median :110100 | Median :108433 | Median :110415 | Median :135049 | Median :115100 | Median :108146 | Median :143644 | Median :107346 | Median :110982 | Median :120859 | Median : 9.0 | Median : 9.0 | Median : 8.824 | Median : 5.302 | Median :0.5754 | Median :0.11287 | Median : 0.9034 | Median : 7.301 | Median :125240 | Median : 1.000 | Median :125411 | Median :127771 | Median :124857 | Median :126091 | Median :103427 | Median :104373 | Median :107205 | Median :111128 | Median :124466 | Median :124965 | Median :124806 | Median :126503 | Median :126417 | Median :125473 | Median :103793 | Median :104346 | Median :103660 | Median :117188 | Median :136222 | Median :103514 | Median :12208 | Median :123978 | Median :146867 | Median :139939 | Median :143448 | Median :135671 | Median :116907 | Median :119457 | Median :125837 | Median :127013 | Median :124978 | Median :126277 | Median :102435 | Median :103297 | Median :107572 | Median :109804 | Median :123685 | Median :124825 | Median :125288 | Median :126850 | Median :127106 | Median :126074 | Median :102848 | Median :103883 | Median :103727 | Median :113053 | Median :129254 | Median :102494 | Median :121914 | Median :124032 | Median :147502 | Median :140580 | Median :143748 | Median :134452 | Median :115894 | Median :118871 | Median :110957 | Median : 1742 | Median :138857 | Median :118321 | Median :132084 | Median :107851 | Median :110448 | Median :110748 | Median :130688 | Median :107437 | Median :111654 | Median :108016 | Median :108647 | Median :129972 | Median :112465 | Median :109562 | Median :141956 | Median :108641 | Median :108767 | Median :126200 | Median :111118 | Median :111582 | Median :136403 | Median :134483 | Median :134887 | Median :114995 | Median :118994 | Median :133207 | Median :127332 | Median :105738 | Median :111348 | Median :112349 | Median :113362 | Median :132647 | Median :129834 | Median :108172 | Median :141922 | Median :109022 | Median :119392 | Median :122776 | Median : 5.0 | Median : 5.0 | Median : 6.336 | Median : 4.148 | Median :0.6176 | Median :0.09950 | Median : 0.9014 | Median : 7.301 | Median :110021 | Median : 1.000 | Median :124082 | Median :125663 | Median :123983 | Median :125719 | Median :100698 | Median :102137 | Median :104779 | Median :110552 | Median :123112 | Median :124068 | Median :124093 | Median :126050 | Median :125938 | Median :125058 | Median :101671 | Median :102110 | Median :101542 | Median :121340 | Median :139422 | Median :101439 | Median :10918 | Median :121286 | Median :145536 | Median :139712 | Median :141747 | Median :132377 | Median :114054 | Median :117041 | Median :125160 | Median :124915 | Median :124321 | Median :126006 | Median :101297 | Median :102289 | Median :106222 | Median :107835 | Median :122797 | Median :124764 | Median :124535 | Median :126131 | Median :126156 | Median :125365 | Median :101345 | Median :102562 | Median :101976 | Median :113065 | Median :136751 | Median :101014 | Median :121932 | Median :121425 | Median :145832 | Median :140162 | Median :141942 | Median :131290 | Median :113281 | Median :116428 | Median :108284 | Median : 1994 | Median :136368 | Median :134689 | Median :133809 | Median :111217 | Median :114826 | Median :124498 | Median :129027 | Median :104906 | Median :108009 | Median :111883 | Median :108487 | Median :133119 | Median :125280 | Median :106893 | Median :139169 | Median :110261 | Median :110314 | Median :126683 | Median :117495 | Median :118086 | Median :135730 | Median :136600 | Median :133026 | Median :130934 | Median :124815 | Median :132843 | Median :125033 | Median :106789 | Median :113248 | Median :117161 | Median :116005 | Median :133348 | Median :129318 | Median :110203 | Median :139202 | Median :112628 | Median :133524 | Median :122531 | Median :2.0297 | Median : 7.000e-13 | Median :0.0152761 | Median :-0.67274 | Median : 1.93356 | |
| 4ttg : 159 | NAG :11560 | Mean : 8.576 | Mean : 68.28 | Mean :30.18 | Mean :232 | Mean : 679.76 | Mean : 14.6135 | Mean :0.0247306 | Mean :0.128190 | Mean :0 | Mean : 1.3796 | Mean : 9.904 | Mean :0.23250 | Mean : 0.3652 | Mean : 3.886 | Mean :0.01076 | Mean :0.1332 | Mean : 1.998 | Mean : 2.02 | Mean : 251.8 | Mean : 251.8 | Mean : 26.681 | Mean : 14.413 | Mean :0.6213 | Mean :0.22371 | Mean : 1.3796 | Mean : 9.904 | Mean :127832 | Mean : 1.064 | Mean :124971 | Mean :126960 | Mean :124931 | Mean :126180 | Mean :109380 | Mean :109901 | Mean :112184 | Mean :117297 | Mean :125007 | Mean :124935 | Mean :125018 | Mean :126402 | Mean :126674 | Mean :125197 | Mean :109691 | Mean :109975 | Mean :109797 | Mean :120816 | Mean :129034 | Mean :109589 | Mean :13186 | Mean :119072 | Mean :140166 | Mean :135014 | Mean :137723 | Mean :133044 | Mean :117362 | Mean :119683 | Mean :125335 | Mean :126930 | Mean :125063 | Mean :126476 | Mean :109888 | Mean :110681 | Mean :114439 | Mean :116710 | Mean :124388 | Mean :124864 | Mean :125366 | Mean :126713 | Mean :126854 | Mean :125734 | Mean :110380 | Mean :111467 | Mean :111309 | Mean :118804 | Mean :126191 | Mean :110132 | Mean :123601 | Mean :119215 | Mean :140625 | Mean :135423 | Mean :138198 | Mean :131726 | Mean :116292 | Mean :119076 | Mean :118332 | Mean : 4977 | Mean :130251 | Mean :118872 | Mean :127645 | Mean :117464 | Mean :116064 | Mean :117488 | Mean :127312 | Mean :114778 | Mean :120013 | Mean :116304 | Mean :117662 | Mean :125675 | Mean :117576 | Mean :117601 | Mean :138347 | Mean :116394 | Mean :117990 | Mean :123874 | Mean :118391 | Mean :117975 | Mean :131611 | Mean :124195 | Mean :131840 | Mean :118609 | Mean :119817 | Mean :124555 | Mean :125346 | Mean :113447 | Mean :116011 | Mean :117455 | Mean :116534 | Mean :129043 | Mean :121084 | Mean :114293 | Mean :138112 | Mean :114754 | Mean :119782 | Mean :123802 | Mean : 208.7 | Mean : 208.7 | Mean : 20.430 | Mean : 12.428 | Mean :0.6749 | Mean :0.21268 | Mean : 1.3776 | Mean : 9.882 | Mean :125460 | Mean : 1.227 | Mean :124864 | Mean :126669 | Mean :124833 | Mean :126197 | Mean :109512 | Mean :109941 | Mean :112316 | Mean :118278 | Mean :124691 | Mean :124844 | Mean :124813 | Mean :126349 | Mean :126523 | Mean :125568 | Mean :109888 | Mean :110052 | Mean :109944 | Mean :122213 | Mean :130164 | Mean :109750 | Mean :11436 | Mean :118558 | Mean :139646 | Mean :134824 | Mean :137922 | Mean :132177 | Mean :117358 | Mean :120011 | Mean :125209 | Mean :126485 | Mean :124916 | Mean :126326 | Mean :109647 | Mean :110166 | Mean :113767 | Mean :117078 | Mean :124224 | Mean :124953 | Mean :125111 | Mean :126531 | Mean :126558 | Mean :125948 | Mean :110095 | Mean :111089 | Mean :111139 | Mean :119578 | Mean :127367 | Mean :109894 | Mean :123612 | Mean :118659 | Mean :140031 | Mean :135191 | Mean :138261 | Mean :130987 | Mean :116571 | Mean :119522 | Mean :116859 | Mean : 5580 | Mean :131206 | Mean :121463 | Mean :129390 | Mean :117185 | Mean :117555 | Mean :119582 | Mean :128167 | Mean :113869 | Mean :117326 | Mean :117577 | Mean :116035 | Mean :127386 | Mean :119214 | Mean :115599 | Mean :136705 | Mean :116299 | Mean :118072 | Mean :126014 | Mean :120103 | Mean :120656 | Mean :131532 | Mean :126414 | Mean :131629 | Mean :121002 | Mean :122702 | Mean :126905 | Mean :125551 | Mean :114628 | Mean :117019 | Mean :120214 | Mean :118412 | Mean :129613 | Mean :123731 | Mean :115439 | Mean :136566 | Mean :116539 | Mean :122095 | Mean :124683 | Mean : 174.1 | Mean : 174.1 | Mean : 15.752 | Mean : 10.669 | Mean :0.7060 | Mean :0.20092 | Mean : 1.3553 | Mean : 9.691 | Mean :111065 | Mean : 1.229 | Mean :123171 | Mean :125070 | Mean :123432 | Mean :124763 | Mean :108247 | Mean :108964 | Mean :111052 | Mean :117904 | Mean :122996 | Mean :123568 | Mean :123605 | Mean :124931 | Mean :124996 | Mean :124261 | Mean :109033 | Mean :109090 | Mean :109043 | Mean :122293 | Mean :129510 | Mean :108910 | Mean :10314 | Mean :116908 | Mean :137397 | Mean :133157 | Mean :136017 | Mean :128132 | Mean :115321 | Mean :118185 | Mean :123931 | Mean :124729 | Mean :123773 | Mean :124915 | Mean :109024 | Mean :109404 | Mean :112695 | Mean :116064 | Mean :122774 | Mean :124040 | Mean :123808 | Mean :125169 | Mean :125273 | Mean :124341 | Mean :109297 | Mean :110244 | Mean :110267 | Mean :118784 | Mean :126906 | Mean :109161 | Mean :122445 | Mean :117037 | Mean :137681 | Mean :133459 | Mean :136231 | Mean :127151 | Mean :114824 | Mean :117795 | Mean :116218 | Mean : 6174 | Mean :130509 | Mean :123493 | Mean :128845 | Mean :118434 | Mean :118937 | Mean :121637 | Mean :125836 | Mean :114102 | Mean :115757 | Mean :118687 | Mean :115531 | Mean :127567 | Mean :121509 | Mean :114799 | Mean :134543 | Mean :117053 | Mean :118975 | Mean :125445 | Mean :121176 | Mean :121387 | Mean :130607 | Mean :127100 | Mean :129435 | Mean :122382 | Mean :122838 | Mean :127174 | Mean :122879 | Mean :115677 | Mean :117410 | Mean :121097 | Mean :118789 | Mean :128813 | Mean :124843 | Mean :116322 | Mean :134470 | Mean :117484 | Mean :123390 | Mean :122620 | Mean :2.1193 | Mean : 2.728e-11 | Mean :0.0194943 | Mean :-0.70518 | Mean : 2.72882 | |
| 3i3d : 158 | CL :10018 | 3rd Qu.: 7.000 | 3rd Qu.: 53.00 | 3rd Qu.:51.00 | 3rd Qu.:383 | 3rd Qu.: 507.90 | 3rd Qu.: 14.2004 | 3rd Qu.:0.0298915 | 3rd Qu.:0.149072 | 3rd Qu.:0 | 3rd Qu.: 1.5508 | 3rd Qu.: 11.615 | 3rd Qu.:0.26661 | 3rd Qu.: 0.0240 | 3rd Qu.: 5.000 | 3rd Qu.:0.00000 | 3rd Qu.:0.0000 | 3rd Qu.: 3.000 | 3rd Qu.: 3.00 | 3rd Qu.: 59.0 | 3rd Qu.: 59.0 | 3rd Qu.: 23.336 | 3rd Qu.: 13.886 | 3rd Qu.:0.7370 | 3rd Qu.:0.25203 | 3rd Qu.: 1.5508 | 3rd Qu.: 11.615 | 3rd Qu.:191874 | 3rd Qu.: 1.000 | 3rd Qu.:187967 | 3rd Qu.:188366 | 3rd Qu.:187395 | 3rd Qu.:188615 | 3rd Qu.:165018 | 3rd Qu.:165008 | 3rd Qu.:167544 | 3rd Qu.:177864 | 3rd Qu.:187168 | 3rd Qu.:187484 | 3rd Qu.:187335 | 3rd Qu.:188466 | 3rd Qu.:188304 | 3rd Qu.:188040 | 3rd Qu.:165603 | 3rd Qu.:165356 | 3rd Qu.:166456 | 3rd Qu.:187416 | 3rd Qu.:197693 | 3rd Qu.:165873 | 3rd Qu.:19409 | 3rd Qu.:178428 | 3rd Qu.:202438 | 3rd Qu.:198510 | 3rd Qu.:198990 | 3rd Qu.:187375 | 3rd Qu.:168642 | 3rd Qu.:174216 | 3rd Qu.:187965 | 3rd Qu.:188108 | 3rd Qu.:187665 | 3rd Qu.:188221 | 3rd Qu.:167938 | 3rd Qu.:169400 | 3rd Qu.:175784 | 3rd Qu.:179350 | 3rd Qu.:186762 | 3rd Qu.:187476 | 3rd Qu.:187904 | 3rd Qu.:188652 | 3rd Qu.:188418 | 3rd Qu.:188404 | 3rd Qu.:169100 | 3rd Qu.:170985 | 3rd Qu.:170984 | 3rd Qu.:183576 | 3rd Qu.:197686 | 3rd Qu.:168832 | 3rd Qu.:188528 | 3rd Qu.:178616 | 3rd Qu.:202623 | 3rd Qu.:198849 | 3rd Qu.:199341 | 3rd Qu.:185998 | 3rd Qu.:167452 | 3rd Qu.:173222 | 3rd Qu.:170991 | 3rd Qu.: 4390 | 3rd Qu.:194730 | 3rd Qu.:188129 | 3rd Qu.:195207 | 3rd Qu.:173557 | 3rd Qu.:177369 | 3rd Qu.:183395 | 3rd Qu.:193957 | 3rd Qu.:165965 | 3rd Qu.:172806 | 3rd Qu.:172798 | 3rd Qu.:172409 | 3rd Qu.:189594 | 3rd Qu.:182442 | 3rd Qu.:170239 | 3rd Qu.:197037 | 3rd Qu.:173172 | 3rd Qu.:175077 | 3rd Qu.:192783 | 3rd Qu.:186524 | 3rd Qu.:190072 | 3rd Qu.:194475 | 3rd Qu.:193440 | 3rd Qu.:194491 | 3rd Qu.:186062 | 3rd Qu.:182002 | 3rd Qu.:195089 | 3rd Qu.:188994 | 3rd Qu.:164376 | 3rd Qu.:173147 | 3rd Qu.:187067 | 3rd Qu.:174571 | 3rd Qu.:192805 | 3rd Qu.:189753 | 3rd Qu.:167960 | 3rd Qu.:196988 | 3rd Qu.:170313 | 3rd Qu.:188514 | 3rd Qu.:192121 | 3rd Qu.: 38.0 | 3rd Qu.: 38.0 | 3rd Qu.: 17.792 | 3rd Qu.: 12.088 | 3rd Qu.:0.8048 | 3rd Qu.:0.24057 | 3rd Qu.: 1.5508 | 3rd Qu.: 11.615 | 3rd Qu.:189350 | 3rd Qu.: 1.000 | 3rd Qu.:187370 | 3rd Qu.:187605 | 3rd Qu.:187261 | 3rd Qu.:187812 | 3rd Qu.:165003 | 3rd Qu.:164587 | 3rd Qu.:166477 | 3rd Qu.:181987 | 3rd Qu.:186752 | 3rd Qu.:187242 | 3rd Qu.:187239 | 3rd Qu.:187797 | 3rd Qu.:187790 | 3rd Qu.:187947 | 3rd Qu.:165872 | 3rd Qu.:165000 | 3rd Qu.:166804 | 3rd Qu.:195415 | 3rd Qu.:196209 | 3rd Qu.:166080 | 3rd Qu.:16560 | 3rd Qu.:177552 | 3rd Qu.:201648 | 3rd Qu.:198172 | 3rd Qu.:198574 | 3rd Qu.:186503 | 3rd Qu.:168264 | 3rd Qu.:174481 | 3rd Qu.:187975 | 3rd Qu.:187369 | 3rd Qu.:187336 | 3rd Qu.:187746 | 3rd Qu.:167022 | 3rd Qu.:167750 | 3rd Qu.:173977 | 3rd Qu.:180904 | 3rd Qu.:186752 | 3rd Qu.:187534 | 3rd Qu.:187557 | 3rd Qu.:187922 | 3rd Qu.:187635 | 3rd Qu.:187837 | 3rd Qu.:168124 | 3rd Qu.:169684 | 3rd Qu.:170659 | 3rd Qu.:187002 | 3rd Qu.:195803 | 3rd Qu.:167980 | 3rd Qu.:188227 | 3rd Qu.:177600 | 3rd Qu.:201789 | 3rd Qu.:198415 | 3rd Qu.:198821 | 3rd Qu.:185306 | 3rd Qu.:167253 | 3rd Qu.:173543 | 3rd Qu.:171182 | 3rd Qu.: 9423 | 3rd Qu.:192801 | 3rd Qu.:188596 | 3rd Qu.:194297 | 3rd Qu.:184416 | 3rd Qu.:185280 | 3rd Qu.:190312 | 3rd Qu.:193091 | 3rd Qu.:166334 | 3rd Qu.:173167 | 3rd Qu.:184285 | 3rd Qu.:174062 | 3rd Qu.:188755 | 3rd Qu.:184376 | 3rd Qu.:171546 | 3rd Qu.:192766 | 3rd Qu.:176111 | 3rd Qu.:187142 | 3rd Qu.:194811 | 3rd Qu.:190259 | 3rd Qu.:192830 | 3rd Qu.:190179 | 3rd Qu.:191208 | 3rd Qu.:193253 | 3rd Qu.:190077 | 3rd Qu.:189613 | 3rd Qu.:195827 | 3rd Qu.:187535 | 3rd Qu.:175181 | 3rd Qu.:180837 | 3rd Qu.:190577 | 3rd Qu.:183109 | 3rd Qu.:190511 | 3rd Qu.:190574 | 3rd Qu.:175127 | 3rd Qu.:192753 | 3rd Qu.:178699 | 3rd Qu.:187819 | 3rd Qu.:192355 | 3rd Qu.: 24.0 | 3rd Qu.: 24.0 | 3rd Qu.: 13.824 | 3rd Qu.: 10.521 | 3rd Qu.:0.8690 | 3rd Qu.:0.22900 | 3rd Qu.: 1.5505 | 3rd Qu.: 11.615 | 3rd Qu.:174359 | 3rd Qu.: 1.000 | 3rd Qu.:185554 | 3rd Qu.:186495 | 3rd Qu.:185417 | 3rd Qu.:186522 | 3rd Qu.:163745 | 3rd Qu.:163561 | 3rd Qu.:164819 | 3rd Qu.:189322 | 3rd Qu.:185185 | 3rd Qu.:185677 | 3rd Qu.:185694 | 3rd Qu.:186786 | 3rd Qu.:187098 | 3rd Qu.:186073 | 3rd Qu.:165263 | 3rd Qu.:164167 | 3rd Qu.:166012 | 3rd Qu.:192017 | 3rd Qu.:192549 | 3rd Qu.:165503 | 3rd Qu.:14770 | 3rd Qu.:174976 | 3rd Qu.:197320 | 3rd Qu.:194807 | 3rd Qu.:194917 | 3rd Qu.:182375 | 3rd Qu.:165459 | 3rd Qu.:172537 | 3rd Qu.:186365 | 3rd Qu.:186401 | 3rd Qu.:185779 | 3rd Qu.:186727 | 3rd Qu.:165942 | 3rd Qu.:166025 | 3rd Qu.:172531 | 3rd Qu.:184045 | 3rd Qu.:185255 | 3rd Qu.:185993 | 3rd Qu.:185410 | 3rd Qu.:187162 | 3rd Qu.:187246 | 3rd Qu.:185934 | 3rd Qu.:167024 | 3rd Qu.:168629 | 3rd Qu.:169925 | 3rd Qu.:189164 | 3rd Qu.:191877 | 3rd Qu.:166915 | 3rd Qu.:186737 | 3rd Qu.:174989 | 3rd Qu.:197390 | 3rd Qu.:195015 | 3rd Qu.:195061 | 3rd Qu.:181366 | 3rd Qu.:164638 | 3rd Qu.:171516 | 3rd Qu.:183437 | 3rd Qu.:13746 | 3rd Qu.:188551 | 3rd Qu.:189355 | 3rd Qu.:190387 | 3rd Qu.:184537 | 3rd Qu.:185022 | 3rd Qu.:189715 | 3rd Qu.:189561 | 3rd Qu.:176865 | 3rd Qu.:176838 | 3rd Qu.:189040 | 3rd Qu.:178247 | 3rd Qu.:187309 | 3rd Qu.:187755 | 3rd Qu.:177643 | 3rd Qu.:188430 | 3rd Qu.:182236 | 3rd Qu.:186523 | 3rd Qu.:191228 | 3rd Qu.:187863 | 3rd Qu.:191214 | 3rd Qu.:187050 | 3rd Qu.:189474 | 3rd Qu.:188787 | 3rd Qu.:188542 | 3rd Qu.:187751 | 3rd Qu.:192392 | 3rd Qu.:184140 | 3rd Qu.:185850 | 3rd Qu.:179247 | 3rd Qu.:191060 | 3rd Qu.:181417 | 3rd Qu.:187501 | 3rd Qu.:189862 | 3rd Qu.:181181 | 3rd Qu.:188447 | 3rd Qu.:184945 | 3rd Qu.:188326 | 3rd Qu.:188650 | 3rd Qu.:2.4003 | 3rd Qu.: 5.260e-11 | 3rd Qu.:0.0254368 | 3rd Qu.:-0.50497 | 3rd Qu.: 3.27288 | |
| 3a68 : 150 | CA : 8606 | Max. :53.000 | Max. :375.00 | Max. :81.00 | Max. :483 | Max. :36410.37 | Max. :338.4980 | Max. :0.2441510 | Max. :1.877660 | Max. :0 | Max. :33.7786 | Max. :133.748 | Max. :4.03515 | Max. :29.2000 | Max. :101.000 | Max. :7.00000 | Max. :9.0000 | Max. :36.000 | Max. :33.00 | Max. :31426.0 | Max. :31426.0 | Max. :2092.320 | Max. :338.498 | Max. :8.5969 | Max. :7.23422 | Max. :33.7786 | Max. :133.748 | Max. :249909 | Max. :28.000 | Max. :249912 | Max. :249913 | Max. :249912 | Max. :249913 | Max. :249904 | Max. :249906 | Max. :249904 | Max. :249910 | Max. :249911 | Max. :249911 | Max. :249912 | Max. :249912 | Max. :249913 | Max. :249913 | Max. :249908 | Max. :249912 | Max. :249911 | Max. :249912 | Max. :249911 | Max. :249910 | Max. :24611 | Max. :249912 | Max. :249910 | Max. :249908 | Max. :249911 | Max. :249909 | Max. :249906 | Max. :249903 | Max. :249911 | Max. :249911 | Max. :249913 | Max. :249913 | Max. :249911 | Max. :249909 | Max. :249910 | Max. :249912 | Max. :249909 | Max. :249913 | Max. :249912 | Max. :249913 | Max. :249912 | Max. :249913 | Max. :249908 | Max. :249910 | Max. :249911 | Max. :249913 | Max. :249911 | Max. :249912 | Max. :249911 | Max. :249913 | Max. :249909 | Max. :249910 | Max. :249911 | Max. :249908 | Max. :249908 | Max. :249908 | Max. :249904 | Max. :24611 | Max. :249908 | Max. :249911 | Max. :249907 | Max. :249905 | Max. :249909 | Max. :249901 | Max. :249912 | Max. :249909 | Max. :249906 | Max. :249909 | Max. :249906 | Max. :249911 | Max. :249910 | Max. :249907 | Max. :249878 | Max. :249909 | Max. :249912 | Max. :249910 | Max. :249910 | Max. :249906 | Max. :249905 | Max. :249910 | Max. :249912 | Max. :249911 | Max. :249908 | Max. :249906 | Max. :249910 | Max. :249905 | Max. :249911 | Max. :249907 | Max. :249909 | Max. :249911 | Max. :249906 | Max. :249908 | Max. :249876 | Max. :249909 | Max. :249908 | Max. :249909 | Max. :24589.0 | Max. :24589.0 | Max. :1152.608 | Max. :219.864 | Max. :8.8575 | Max. :7.21429 | Max. :33.7786 | Max. :133.748 | Max. :247747 | Max. :24.000 | Max. :247661 | Max. :247749 | Max. :247750 | Max. :247749 | Max. :247676 | Max. :247740 | Max. :247736 | Max. :247748 | Max. :247751 | Max. :247750 | Max. :247751 | Max. :247749 | Max. :247749 | Max. :247751 | Max. :247749 | Max. :247745 | Max. :247751 | Max. :247747 | Max. :247749 | Max. :247745 | Max. :21498 | Max. :247748 | Max. :247743 | Max. :247747 | Max. :247745 | Max. :247746 | Max. :247748 | Max. :247742 | Max. :247753 | Max. :247753 | Max. :247753 | Max. :247752 | Max. :247750 | Max. :247751 | Max. :247752 | Max. :247753 | Max. :247753 | Max. :247752 | Max. :247753 | Max. :247753 | Max. :247752 | Max. :247752 | Max. :247748 | Max. :247752 | Max. :247752 | Max. :247752 | Max. :247752 | Max. :247751 | Max. :247752 | Max. :247751 | Max. :247745 | Max. :247750 | Max. :247751 | Max. :247748 | Max. :247745 | Max. :247741 | Max. :247744 | Max. :21498 | Max. :247750 | Max. :247745 | Max. :247749 | Max. :247749 | Max. :247749 | Max. :247749 | Max. :247747 | Max. :247743 | Max. :247749 | Max. :247745 | Max. :247747 | Max. :247750 | Max. :247741 | Max. :247747 | Max. :247733 | Max. :247748 | Max. :247746 | Max. :247747 | Max. :247748 | Max. :247747 | Max. :247751 | Max. :247750 | Max. :247746 | Max. :247747 | Max. :247750 | Max. :247749 | Max. :247748 | Max. :247751 | Max. :247746 | Max. :247745 | Max. :247752 | Max. :247750 | Max. :247750 | Max. :247752 | Max. :247725 | Max. :247750 | Max. :247752 | Max. :247749 | Max. :22058.0 | Max. :22058.0 | Max. :693.432 | Max. :202.574 | Max. :8.9728 | Max. :7.20430 | Max. :33.7786 | Max. :133.748 | Max. :233080 | Max. :26.000 | Max. :232277 | Max. :233062 | Max. :233068 | Max. :233078 | Max. :232374 | Max. :233051 | Max. :233058 | Max. :233080 | Max. :233080 | Max. :233089 | Max. :233081 | Max. :233080 | Max. :233074 | Max. :233081 | Max. :233080 | Max. :233087 | Max. :233076 | Max. :233080 | Max. :233074 | Max. :233080 | Max. :18658 | Max. :233071 | Max. :233077 | Max. :233073 | Max. :233080 | Max. :233075 | Max. :233068 | Max. :233072 | Max. :233097 | Max. :233097 | Max. :233096 | Max. :233097 | Max. :233095 | Max. :233093 | Max. :233095 | Max. :233097 | Max. :233096 | Max. :233096 | Max. :233097 | Max. :233097 | Max. :233097 | Max. :233097 | Max. :233097 | Max. :233096 | Max. :233096 | Max. :233097 | Max. :233097 | Max. :233096 | Max. :233093 | Max. :233095 | Max. :233094 | Max. :233091 | Max. :233091 | Max. :233092 | Max. :233094 | Max. :233089 | Max. :233085 | Max. :18658 | Max. :233090 | Max. :233092 | Max. :233092 | Max. :233088 | Max. :233085 | Max. :233091 | Max. :233077 | Max. :233084 | Max. :233088 | Max. :233060 | Max. :233086 | Max. :233090 | Max. :233090 | Max. :233088 | Max. :233067 | Max. :233084 | Max. :233092 | Max. :233080 | Max. :233090 | Max. :233091 | Max. :233093 | Max. :233092 | Max. :233092 | Max. :233093 | Max. :233092 | Max. :233095 | Max. :233095 | Max. :233093 | Max. :233094 | Max. :233094 | Max. :233097 | Max. :233094 | Max. :233095 | Max. :233093 | Max. :233074 | Max. :233094 | Max. :233097 | Max. :233091 | Max. :7.6017 | Max. : 2.551e-07 | Max. :0.6359637 | Max. :-0.07017 | Max. :43.35182 | |
| (Other):159462 | (Other):74713 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
Korelacje miedzy zmiennymi
Korelacje miedzy zmiennymi.
corrplot(cor(Data %>% select(local_res_atom_non_h_count:local_std,local_max:FoFc_max)),method="color", tl.cex = 0.1)
Wykresy rozkładów liczby atomów oraz elektronów
Rozklad liczby atomów
ggplotly(ggplot(Data, aes(x=local_res_atom_non_h_count)) + geom_histogram(col=I("black"),bins = 30) )Rozklad liczby elektronów
ggplotly(ggplot(Data, aes(x=local_res_atom_non_h_electron_sum)) + geom_histogram(col=I("black"),bins = 30))Największa niezgodność
10 klas z największą niezgodnością liczby atomów
kable(head(Data%>%select(res_name, local_res_atom_non_h_count,dict_atom_non_h_count)%>%group_by(res_name)%>%summarise_all(funs(sum))%>%mutate(delta = abs(local_res_atom_non_h_count - dict_atom_non_h_count))%>%arrange(desc(delta)),10))| res_name | local_res_atom_non_h_count | dict_atom_non_h_count | delta |
|---|---|---|---|
| SO4 | 121782 | 1242717 | 1120935 |
| GOL | 105468 | 1090208 | 984740 |
| EDO | 54474 | 544800 | 490326 |
| PO4 | 22570 | 230520 | 207950 |
| PEG | 14735 | 154468 | 139733 |
| ACT | 13530 | 135360 | 121830 |
| DMS | 10752 | 107520 | 96768 |
| MPD | 9755 | 98820 | 89065 |
| SF4 | 6113 | 61965 | 55852 |
| TRS | 5488 | 55809 | 50321 |
Rozklad wartosci kolumn ‘part’
part <- Data %>% select(part_01_shape_segments_count:part_01_density_Z_4_0)
for (i in 1:length(part)) {
Bez_NA <- part[,i][!is.na(part[,i])]
avg <- mean(Bez_NA)
p <- ggplot() + aes(Bez_NA) + geom_bar(col=I("black")) + xlab(names(part[i])) + geom_vline(xintercept=avg, color="red") + annotate("text", x=avg,y=-10, label=c(avg), color="red")
print(p)
}
Przewidywanie liczby elektronów i atomów na podstawie innych kolumn
lm_data <- Data
lm_data[is.na(lm_data)] <- 0
lm_data <- lm_data[sapply(lm_data, is.numeric)]
lm_atom_model <- lm(local_res_atom_non_h_count ~ ., lm_data)
lm_atom_summary <- summary(lm_atom_model)
lm_electron_model <- lm(local_res_atom_non_h_electron_sum ~ ., lm_data)
lm_electron_summary <- summary(lm_electron_model)Miary dla liczby atomow: R^2: 0.9898659 RMSE 1.1878111
Miary dla liczby elektronow: R^2: 0.989467 RMSE 8.3261531
Klasyfikator Bayesa na atrybucie res_name
Data<-Data[1:3000,]
Klasyfikator<-predict(naiveBayes(res_name ~., data=Data[-1]),Data[-1])
Klasyfikator == Data$res_name## [1] FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE
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## [1475] TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE
## [1486] FALSE FALSE TRUE TRUE FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## [1497] FALSE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE FALSE
## [1508] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [1519] TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE FALSE FALSE FALSE
## [1530] FALSE TRUE TRUE TRUE FALSE FALSE FALSE FALSE FALSE TRUE TRUE
## [1541] TRUE FALSE FALSE FALSE TRUE FALSE TRUE TRUE TRUE TRUE TRUE
## [1552] FALSE TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE
## [1563] TRUE TRUE FALSE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE
## [1574] TRUE TRUE FALSE TRUE TRUE FALSE TRUE TRUE FALSE TRUE FALSE
## [1585] FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE TRUE TRUE
## [1596] TRUE FALSE FALSE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE
## [1607] TRUE FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE TRUE TRUE
## [1618] FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE FALSE FALSE
## [1629] TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1640] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE FALSE
## [1651] FALSE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [1662] FALSE FALSE TRUE FALSE FALSE FALSE FALSE TRUE TRUE FALSE TRUE
## [1673] FALSE FALSE TRUE FALSE TRUE FALSE TRUE TRUE TRUE TRUE FALSE
## [1684] FALSE TRUE TRUE FALSE FALSE FALSE TRUE TRUE TRUE TRUE TRUE
## [1695] TRUE TRUE TRUE TRUE TRUE FALSE TRUE TRUE TRUE FALSE TRUE
## [1706] TRUE TRUE TRUE TRUE FALSE FALSE FALSE FALSE TRUE FALSE TRUE
## [1717] TRUE TRUE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE TRUE
## [1728] TRUE TRUE TRUE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE
## [1739] FALSE TRUE TRUE TRUE TRUE FALSE TRUE FALSE FALSE TRUE TRUE
## [1750] TRUE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TRUE TRUE
## [1761] TRUE TRUE TRUE TRUE FALSE FALSE FALSE TRUE FALSE TRUE TRUE
## [1772] TRUE FALSE FALSE TRUE FALSE TRUE FALSE TRUE TRUE TRUE TRUE
## [1783] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE FALSE
## [1794] TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE
## [1805] FALSE FALSE FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE TRUE
## [1816] TRUE TRUE FALSE TRUE TRUE TRUE TRUE FALSE FALSE TRUE TRUE
## [1827] TRUE FALSE TRUE TRUE TRUE FALSE TRUE TRUE TRUE FALSE FALSE
## [1838] FALSE TRUE FALSE FALSE FALSE FALSE TRUE TRUE TRUE TRUE TRUE
## [1849] TRUE TRUE FALSE TRUE TRUE TRUE TRUE FALSE TRUE TRUE FALSE
## [1860] TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE
## [1871] TRUE TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE
## [1882] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE
## [1893] FALSE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE FALSE FALSE
## [1904] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE FALSE FALSE
## [1915] FALSE TRUE FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE FALSE
## [1926] TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1937] FALSE FALSE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [1948] TRUE TRUE TRUE FALSE TRUE TRUE FALSE TRUE TRUE FALSE FALSE
## [1959] FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE TRUE TRUE
## [1970] FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE FALSE FALSE
## [1981] FALSE FALSE TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE
## [1992] TRUE TRUE FALSE TRUE TRUE TRUE TRUE FALSE TRUE TRUE TRUE
## [2003] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE
## [2014] FALSE TRUE FALSE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE
## [2025] TRUE TRUE TRUE TRUE TRUE FALSE FALSE FALSE FALSE TRUE TRUE
## [2036] TRUE TRUE FALSE FALSE TRUE FALSE TRUE TRUE TRUE FALSE TRUE
## [2047] FALSE FALSE TRUE TRUE FALSE TRUE TRUE FALSE TRUE TRUE TRUE
## [2058] TRUE TRUE FALSE FALSE FALSE FALSE FALSE TRUE FALSE TRUE TRUE
## [2069] FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE TRUE TRUE
## [2080] TRUE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE TRUE
## [2091] TRUE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE FALSE TRUE
## [2102] TRUE TRUE TRUE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## [2113] FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE FALSE TRUE TRUE
## [2124] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE
## [2135] FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE
## [2146] FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE
## [2157] TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE FALSE TRUE FALSE
## [2168] TRUE FALSE TRUE TRUE TRUE FALSE TRUE FALSE TRUE FALSE FALSE
## [2179] FALSE FALSE TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [2190] TRUE FALSE FALSE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE
## [2201] TRUE TRUE FALSE FALSE FALSE TRUE TRUE TRUE TRUE TRUE TRUE
## [2212] TRUE FALSE FALSE TRUE TRUE TRUE TRUE TRUE FALSE FALSE FALSE
## [2223] FALSE FALSE FALSE TRUE TRUE FALSE TRUE FALSE TRUE FALSE TRUE
## [2234] TRUE FALSE TRUE TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE
## [2245] FALSE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE
## [2256] FALSE FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE TRUE TRUE
## [2267] TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [2278] TRUE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [2289] FALSE FALSE TRUE TRUE FALSE TRUE TRUE FALSE TRUE FALSE FALSE
## [2300] TRUE TRUE FALSE TRUE FALSE TRUE TRUE FALSE FALSE FALSE FALSE
## [2311] FALSE FALSE FALSE TRUE FALSE FALSE TRUE TRUE FALSE FALSE FALSE
## [2322] TRUE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TRUE FALSE
## [2333] FALSE FALSE FALSE TRUE TRUE FALSE FALSE FALSE FALSE TRUE TRUE
## [2344] FALSE FALSE TRUE FALSE FALSE FALSE TRUE FALSE TRUE FALSE TRUE
## [2355] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE FALSE FALSE
## [2366] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [2377] FALSE TRUE TRUE FALSE TRUE TRUE FALSE FALSE FALSE FALSE FALSE
## [2388] FALSE TRUE TRUE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE
## [2399] TRUE FALSE FALSE FALSE TRUE FALSE TRUE TRUE FALSE TRUE TRUE
## [2410] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE FALSE
## [2421] FALSE FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE
## [2432] FALSE TRUE TRUE TRUE FALSE TRUE FALSE FALSE FALSE FALSE FALSE
## [2443] FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE
## [2454] TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE
## [2465] TRUE TRUE FALSE FALSE TRUE TRUE TRUE FALSE TRUE FALSE FALSE
## [2476] FALSE TRUE TRUE FALSE FALSE TRUE TRUE TRUE FALSE FALSE TRUE
## [2487] TRUE TRUE FALSE FALSE FALSE TRUE FALSE FALSE TRUE TRUE FALSE
## [2498] FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
## [2509] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE
## [2520] FALSE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE FALSE FALSE
## [2531] FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE TRUE
## [2542] TRUE FALSE FALSE FALSE FALSE TRUE FALSE TRUE TRUE TRUE TRUE
## [2553] FALSE FALSE FALSE TRUE TRUE TRUE TRUE TRUE FALSE FALSE FALSE
## [2564] TRUE TRUE FALSE FALSE TRUE FALSE FALSE TRUE FALSE TRUE FALSE
## [2575] FALSE TRUE TRUE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE
## [2586] FALSE FALSE FALSE TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE
## [2597] FALSE FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE
## [2608] FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE
## [2619] FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE FALSE
## [2630] FALSE FALSE TRUE FALSE TRUE FALSE TRUE FALSE TRUE FALSE FALSE
## [2641] TRUE FALSE TRUE TRUE TRUE TRUE FALSE TRUE FALSE TRUE TRUE
## [2652] TRUE TRUE FALSE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE
## [2663] TRUE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE
## [2674] TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [2685] FALSE FALSE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [2696] TRUE TRUE TRUE FALSE TRUE TRUE TRUE FALSE TRUE FALSE TRUE
## [2707] FALSE FALSE FALSE TRUE TRUE TRUE TRUE TRUE TRUE FALSE FALSE
## [2718] FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [2729] TRUE TRUE TRUE FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE
## [2740] FALSE TRUE TRUE TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE
## [2751] TRUE TRUE TRUE TRUE TRUE TRUE FALSE FALSE TRUE TRUE TRUE
## [2762] FALSE FALSE FALSE FALSE TRUE TRUE TRUE TRUE TRUE FALSE FALSE
## [2773] FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE FALSE FALSE
## [2784] TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
## [2795] FALSE FALSE FALSE TRUE FALSE FALSE TRUE TRUE TRUE FALSE TRUE
## [2806] FALSE TRUE FALSE FALSE FALSE TRUE FALSE TRUE TRUE TRUE TRUE
## [2817] TRUE TRUE TRUE TRUE TRUE TRUE FALSE FALSE TRUE TRUE FALSE
## [2828] TRUE FALSE TRUE TRUE TRUE TRUE TRUE FALSE TRUE FALSE TRUE
## [2839] FALSE FALSE TRUE FALSE FALSE FALSE TRUE TRUE FALSE FALSE TRUE
## [2850] TRUE TRUE FALSE TRUE TRUE TRUE FALSE TRUE FALSE TRUE TRUE
## [2861] TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE FALSE FALSE TRUE
## [2872] TRUE FALSE FALSE FALSE TRUE TRUE TRUE FALSE TRUE TRUE FALSE
## [2883] TRUE FALSE FALSE FALSE TRUE TRUE FALSE TRUE TRUE TRUE TRUE
## [2894] TRUE TRUE TRUE FALSE FALSE FALSE FALSE FALSE TRUE TRUE FALSE
## [2905] FALSE FALSE FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE TRUE
## [2916] TRUE TRUE FALSE TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE
## [2927] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE FALSE
## [2938] FALSE FALSE TRUE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE
## [2949] FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE
## [2960] TRUE FALSE FALSE FALSE FALSE TRUE FALSE FALSE TRUE TRUE FALSE
## [2971] TRUE TRUE FALSE TRUE FALSE TRUE TRUE TRUE TRUE TRUE FALSE
## [2982] TRUE TRUE TRUE TRUE TRUE FALSE TRUE FALSE TRUE TRUE TRUE
## [2993] TRUE TRUE FALSE FALSE FALSE TRUE FALSE FALSEDokładność klasyfikatora: 2.0215633